Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: EXOC5

Gene summary for EXOC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOC5

Gene ID

10640

Gene nameexocyst complex component 5
Gene AliasHSEC10
Cytomap14q22.3
Gene Typeprotein-coding
GO ID

GO:0001736

UniProtAcc

O00471


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10640EXOC5LZE4THumanEsophagusESCC3.62e-154.55e-010.0811
10640EXOC5LZE7THumanEsophagusESCC7.69e-053.08e-010.0667
10640EXOC5LZE8THumanEsophagusESCC6.43e-051.37e-010.067
10640EXOC5LZE24THumanEsophagusESCC8.18e-123.55e-010.0596
10640EXOC5LZE6THumanEsophagusESCC4.70e-023.26e-020.0845
10640EXOC5P1T-EHumanEsophagusESCC1.49e-042.07e-010.0875
10640EXOC5P2T-EHumanEsophagusESCC2.12e-223.16e-010.1177
10640EXOC5P4T-EHumanEsophagusESCC2.64e-204.27e-010.1323
10640EXOC5P5T-EHumanEsophagusESCC2.92e-122.25e-010.1327
10640EXOC5P8T-EHumanEsophagusESCC1.42e-172.79e-010.0889
10640EXOC5P9T-EHumanEsophagusESCC9.39e-061.02e-010.1131
10640EXOC5P10T-EHumanEsophagusESCC3.97e-314.94e-010.116
10640EXOC5P11T-EHumanEsophagusESCC6.03e-104.08e-010.1426
10640EXOC5P12T-EHumanEsophagusESCC4.46e-305.75e-010.1122
10640EXOC5P15T-EHumanEsophagusESCC2.95e-439.38e-010.1149
10640EXOC5P16T-EHumanEsophagusESCC7.25e-202.97e-010.1153
10640EXOC5P19T-EHumanEsophagusESCC1.20e-034.12e-010.1662
10640EXOC5P20T-EHumanEsophagusESCC3.32e-232.62e-010.1124
10640EXOC5P21T-EHumanEsophagusESCC1.81e-223.06e-010.1617
10640EXOC5P22T-EHumanEsophagusESCC2.54e-232.29e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
GO:00017361EsophagusESCCestablishment of planar polarity45/855272/187232.97e-031.24e-0245
GO:00071641EsophagusESCCestablishment of tissue polarity45/855272/187232.97e-031.24e-0245
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
GO:19040197EsophagusESCCepithelial cell apoptotic process68/8552121/187231.27e-024.21e-0268
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:00068925LiverNAFLDpost-Golgi vesicle-mediated transport31/1882104/187231.70e-082.03e-0631
GO:00068934LiverNAFLDGolgi to plasma membrane transport19/188260/187233.60e-061.42e-0419
GO:00988765LiverNAFLDvesicle-mediated transport to the plasma membrane30/1882136/187232.76e-057.39e-0430
GO:00726597LiverNAFLDprotein localization to plasma membrane51/1882284/187232.97e-057.83e-0451
GO:19907786LiverNAFLDprotein localization to cell periphery56/1882333/187238.29e-051.69e-0356
GO:1904019LiverNAFLDepithelial cell apoptotic process24/1882121/187238.75e-041.07e-0224
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
EXOC5SNVMissense_Mutationc.89C>Gp.Ser30Cysp.S30CO00471protein_codingdeleterious(0.02)possibly_damaging(0.887)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXOC5SNVMissense_Mutationrs868177967c.2083N>Tp.Arg695Cysp.R695CO00471protein_codingdeleterious(0.02)benign(0.049)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
EXOC5SNVMissense_Mutationnovelc.43G>Ap.Asp15Asnp.D15NO00471protein_codingtolerated(0.12)possibly_damaging(0.614)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
EXOC5SNVMissense_Mutationc.2047C>Gp.Leu683Valp.L683VO00471protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
EXOC5SNVMissense_Mutationnovelc.107N>Ap.Ala36Aspp.A36DO00471protein_codingtolerated(0.64)benign(0.025)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EXOC5SNVMissense_Mutationrs374048935c.1747N>Ap.Val583Ilep.V583IO00471protein_codingtolerated(0.49)benign(0.084)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
EXOC5insertionFrame_Shift_Insnovelc.1966_1967insGACATTCp.Thr656ArgfsTer17p.T656Rfs*17O00471protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
EXOC5SNVMissense_Mutationrs868177967c.2083N>Tp.Arg695Cysp.R695CO00471protein_codingdeleterious(0.02)benign(0.049)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EXOC5SNVMissense_Mutationnovelc.479C>Tp.Ala160Valp.A160VO00471protein_codingdeleterious(0)possibly_damaging(0.451)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
EXOC5SNVMissense_Mutationrs868177967c.2083N>Tp.Arg695Cysp.R695CO00471protein_codingdeleterious(0.02)benign(0.049)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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